How real projects configure their agents

44,931 repositories keep their own agent configuration in the open: a CLAUDE.md, a rules file, instructions for Copilot, a skill the project runs on itself. These are not mods to install. They are worth reading for what they reveal — what a maintainer thinks an agent gets wrong.

Building agents8,489Claude Code6,881Git and workflow3,605Data and AI3,580Backend and APIs3,556Languages3,486Planning3,323Code review2,893Testing2,681Writing and docs2,477DevOps and cloud2,477Memory and context2,375Research2,318Frontend2,308Security2,170Project management1,960

All Claude Code32,505 Codex24,785 OpenCode23,702 GitHub Copilot3,719 Gemini CLI2,034 Cursor1,771 Windsurf202 Kiro114

Project Stars Configures Files Always loaded
thisguymartin/grove AI-native terminal workspace. One command to launch colored Zellij tabs per git worktree, 81 Claude Code 2 501 tok
SeaC-25/Kali-Security-MCP Kali MCP is an autonomous multi-agent penetration testing system for LLMs that dynamically 81 Claude Code 1 2,387 tok
leehanchung/bing-search-mcp MCP Server for Bing Search API 81 Claude Code 1 1,294 tok
amaynez/kiro-style-sdd Kiro Style Spec Driven Development using any LLM 81 Claude Code, Codex, Cursor 4 162 tok
thetom42/perplexica-mcp MCP server for Perplexica 81 Claude Code 1 114 tok
allisoneer/agentic_auxilary A collection of software tools to aid myself (and optionally others) in improved agentic a 81 Claude Code 2 3,566 tok
klubinskak/skilldex skilldex-web-tau.vercel.app Skilldex is a local-first desktop dashboard for developers to discover, organize, and favo 81 Codex, OpenCode 1 49 tok
SebastianElvis/octopus The Claude Code frontend for ADHD developers. Dispatch board to run 50 sessions in paralle 81 Claude Code 1 2,497 tok
a-pavithraa/springboot-skills-marketplace Spring Boot Skill for Claude Code and Codex 81 Claude Code, Codex, OpenCode 2 288 tok
PhiFever/AfdianToMarkdown Afdian crawler (afdian.com) 81 Claude Code 10 1,350 tok
remiphilippe/mcp-unreal MCP server that gives AI coding agents (Claude Code, Cursor, etc.) full control over Unrea 81 Claude Code 6 6,281 tok
efremidze/swift-architecture-skill Agent Skill for Swift architecture design and implementation patterns. 81 Claude Code, Codex, OpenCode 4 1,426 tok
bug-ops/mcpls bug-ops.github.io Universal MCP to LSP bridge - expose Language Server Protocol capabilities as MCP tools fo 81 GitHub Copilot 7 3,708 tok
openJiuwen-ai/agent-memory Memory is a long-term memory module for AI agents, providing capabilities for memory extra 81 Claude Code, Codex, OpenCode 3 3,129 tok
soniqo/speech-studio soniqo.audio Open-source desktop voice-cloning studio for creators — clone a voice, script lines with e 81 Claude Code, Codex, OpenCode 2 4,493 tok
tuanductran/hr-skills hr-skills-web.vercel.app AI skills and technical recruiting knowledge for modern HR and talent acquisition teams. 81 Claude Code, Codex, GitHub Copilot, OpenCode 27 1,893 tok
OpenAdminOS/OpenAdminOS openadminos.com Open-source, local-first AI agents for IT administration. Start with Microsoft 365, connec 81 Claude Code, Codex, OpenCode 2 4,477 tok
igorzheludkov/execbro 81 Claude Code 2 17,136 tok
lbiz-partners/hometax-doum Six free skills for telling AI to perform Hometax tax tasks by voice — VAT, comprehensive 81 Claude Code, Codex, OpenCode 4 4,298 tok
Zane456/PCB-Agent-Teams A multi-agent KiCad PCB design workspace: 9 skills driving a Phase 0-5 pipeline from topol 81 Claude Code 12 3,323 tok
parterburn/dabble.me dabble.me A private journal over email service. 81 Codex, Cursor, OpenCode 2 1,741 tok
tuxevil/tuxevil-rotator Multi-provider, multi-account AI proxy rotator with per-model routing, quota tracking, and 81 Claude Code, Codex, OpenCode 5 982 tok
khengyun/notebooklm-mcp pypi.org Professional Automation for Google NotebookLM 81 GitHub Copilot 1 9,324 tok
solana-foundation/solana-mcp-official mcp.solana.com 81 Claude Code, Codex, OpenCode 3 55 tok
sathish316/pied-piper Pied Piper is a team of AI SubAgents that can autonomously/semi-autonomously work on long- 81 Claude Code, Cursor 15 —
nylas/cli cli.nylas.com Nylas CLI is a unified command-line tool for Nylas API authentication, email management (G 81 Claude Code, Codex, OpenCode 21 2,393 tok
dliedke/ClaudeCodeExtension marketplace.visualstudio.com Visual Studio .NET extension that provides a better interface for Claude Code, Codex, Curs 81 Claude Code 11 7,599 tok
rails-hyperdrive/rails-hyperdrive Dev-only Rails engine that plugs AI coding agents into your running app: MCP introspection 81 Claude Code 1 16,771 tok
HorizunGroup/horizun-revit-mcp horizunhub.com Open-source MCP for Autodesk Revit 2023–2027. Downloadable Windows installer with runtime 81 Claude Code, Codex, OpenCode 2 7,924 tok
woocommerce/woocommerce-paypal-payments wordpress.org 81 Claude Code, Codex, OpenCode 17 1,447 tok
brucemcpherson/gas-fakes mcpher.com Bringing Google Apps Script to the modern dev stack via local service emulation. 81 Claude Code, Codex 4 —
supabase/pg-toolbelt Postgres migrations made easy 81 Claude Code, Codex, OpenCode 3 11 tok
alexhraber/flowhawk Real-time eBPF-powered network security monitor with AI-driven threat detection. Surfaces 81 Claude Code, Codex, Gemini CLI, OpenCode 3 2,799 tok
tensorkithq/openbeam openbeam.tensorkit.ai a desktop application for real-time Bible verse detection during live sermons. 🙂 81 Claude Code 1 —
shodan1q/zeroapp The domestic operating system is reshaping the mobile ecosystem, but HarmonyOS's biggest b 80 Claude Code 2 2,311 tok
577206/knowledge-forge Local-first Obsidian knowledge ingestion workbench for PDFs, Markdown, TXT and spreadsheet 80 Claude Code, Codex, OpenCode 2 2,835 tok
jobustamantedev/localTv local-tv-gold.vercel.app 80 Claude Code 1 3,542 tok
G12789/mcp-quickstart Forge a working, testable, publishable MCP server in 30s. TypeScript or Python, with examp 80 Codex, OpenCode 1 714 tok
claude-world/director-mode-lite claude-world.com Use Claude Code like a Director, not a Programmer. MIT toolkit with Auto-Loop, guided setu 80 GitHub Copilot 1 30 tok
risingwavelabs/box0 box0.dev Open-Source Platform for Subagents and Agent Teams. Long-running, collaborative, proactive 80 Claude Code 1 1,642 tok
StefanMaron/AL-Dependency-MCP-Server 80 Claude Code 10 1,534 tok
Clayca/Pixelis A project aims to improve LLMs' pixel reasoning ability. 80 Claude Code, Codex, OpenCode 2 4,317 tok
maqi1520/md2card-mcp-server md2card-mcp-server 80 Claude Code 1 1,071 tok
keep-starknet-strange/starknet-agentic starknet-agentic.com Smart contracts, tools, and skills for AI agents that transact on Starknet 80 Claude Code, Codex, OpenCode 2 4,760 tok
thephw/claude-meseeks Claude Code plugin that plays a Mr. Meeseeks voice line whenever Claude is waiting for you 80 Claude Code 1 1,788 tok
jasonhulbert/jetbrains-trash-panda-theme A theme for raccoons and other creatures of the night 80 Claude Code, Codex, GitHub Copilot, OpenCode 3 1,704 tok
zd8899/TDAD tdad.ai Visual Test-Driven AI Development for AI Agents 80 Claude Code 1 —
chongdashu/threejs-toonshooter A vibe coded threejs shooter arena using threejs agent skills 80 Claude Code 1 —
ethpandaops/spamoor A powerful Ethereum transaction generator for testnets 80 Claude Code 1 868 tok
dragosroua/claude-assess-decide-do-mega-prompt dragosroua.com First human cognitive framework integrated into an LLM. Claude learns to detect if you're 80 Claude Code 9 584 tok